{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 导入数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>location</th>\n",
       "      <th>gender</th>\n",
       "      <th>followers</th>\n",
       "      <th>text</th>\n",
       "      <th>created_time</th>\n",
       "      <th>comments</th>\n",
       "      <th>good</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>张雨绮</td>\n",
       "      <td>北京</td>\n",
       "      <td>f</td>\n",
       "      <td>8353343</td>\n",
       "      <td>我因为个人婚姻和情感问题多次叨扰大家，本来下了决心再也不把私事拿出来说了 ，但也确实没有想到...</td>\n",
       "      <td>Sun Jan 06 19:12:53 +0800 2019</td>\n",
       "      <td>87029</td>\n",
       "      <td>457897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>我是袁巴元</td>\n",
       "      <td>上海 黄浦区</td>\n",
       "      <td>m</td>\n",
       "      <td>47147</td>\n",
       "      <td>张雨绮小姐，我觉得，还是需要对您的说辞种种，有所回应。 ​</td>\n",
       "      <td>Sun Jan 06 22:26:50 +0800 2019</td>\n",
       "      <td>63283</td>\n",
       "      <td>125203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>金瀚Kim</td>\n",
       "      <td>北京</td>\n",
       "      <td>m</td>\n",
       "      <td>6394860</td>\n",
       "      <td>#世界是暖的# 都给我笑…每一天 ​</td>\n",
       "      <td>Mon Jan 07 15:29:10 +0800 2019</td>\n",
       "      <td>8295</td>\n",
       "      <td>20596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>进击的阿木君</td>\n",
       "      <td>广东 深圳</td>\n",
       "      <td>m</td>\n",
       "      <td>4939275</td>\n",
       "      <td>嵌入墙壁里的乐高，打开的那一刻也太惊艳了吧！！ http://t.cn/EGo1xpy ​​​</td>\n",
       "      <td>Sun Jan 06 17:15:54 +0800 2019</td>\n",
       "      <td>4465</td>\n",
       "      <td>68598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>池子池子大池子</td>\n",
       "      <td>其他</td>\n",
       "      <td>m</td>\n",
       "      <td>4032534</td>\n",
       "      <td>今天是本季最後一期吐槽大會，應該還有下一季，但這是我最後一期了，感謝有你，滿心歡喜，謝謝大家...</td>\n",
       "      <td>Mon Jan 07 00:34:06 +0800 2019</td>\n",
       "      <td>24811</td>\n",
       "      <td>162185</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      user location gender  followers  \\\n",
       "0      张雨绮       北京      f    8353343   \n",
       "1    我是袁巴元   上海 黄浦区      m      47147   \n",
       "2    金瀚Kim       北京      m    6394860   \n",
       "3   进击的阿木君    广东 深圳      m    4939275   \n",
       "4  池子池子大池子       其他      m    4032534   \n",
       "\n",
       "                                                text  \\\n",
       "0  我因为个人婚姻和情感问题多次叨扰大家，本来下了决心再也不把私事拿出来说了 ，但也确实没有想到...   \n",
       "1                      张雨绮小姐，我觉得，还是需要对您的说辞种种，有所回应。 ​   \n",
       "2                                 #世界是暖的# 都给我笑…每一天 ​   \n",
       "3    嵌入墙壁里的乐高，打开的那一刻也太惊艳了吧！！ http://t.cn/EGo1xpy ​​​   \n",
       "4  今天是本季最後一期吐槽大會，應該還有下一季，但這是我最後一期了，感謝有你，滿心歡喜，謝謝大家...   \n",
       "\n",
       "                     created_time  comments    good  \n",
       "0  Sun Jan 06 19:12:53 +0800 2019     87029  457897  \n",
       "1  Sun Jan 06 22:26:50 +0800 2019     63283  125203  \n",
       "2  Mon Jan 07 15:29:10 +0800 2019      8295   20596  \n",
       "3  Sun Jan 06 17:15:54 +0800 2019      4465   68598  \n",
       "4  Mon Jan 07 00:34:06 +0800 2019     24811  162185  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('weibo.csv',encoding='utf-8')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 用户分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "阿信               3\n",
       "会火               2\n",
       "刘春               2\n",
       "反裤衩阵地            2\n",
       "人民日报             2\n",
       "梨视频              2\n",
       "最神奇的视频           2\n",
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       "林俊杰              2\n",
       "思想聚焦             2\n",
       "锦鲤大王             2\n",
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       "娱乐日爆社            2\n",
       "韩国me2day         2\n",
       "炎亞綸_AaronYan     2\n",
       "头条新闻             2\n",
       "记得               2\n",
       "Mr_凡先生           2\n",
       "回忆专用小马甲          2\n",
       "北京人不知道的北京事儿      2\n",
       "谢娜               2\n",
       "一支上上签            2\n",
       "wu2198           2\n",
       "袁立               2\n",
       "青春影视小综           2\n",
       "HeyWarWars       2\n",
       "芒果娱乐             2\n",
       "星闻揭秘             2\n",
       "同道大叔             2\n",
       "芒果捞小萌主           2\n",
       "                ..\n",
       "新剧不能停            1\n",
       "道版情节             1\n",
       "德卡先生的信箱          1\n",
       "最美中国风            1\n",
       "布尔费墨             1\n",
       "羅志祥              1\n",
       "Hey-look-here    1\n",
       "文怡               1\n",
       "冯绍峰              1\n",
       "王晓晨              1\n",
       "新浪新闻             1\n",
       "上海老梁_微博          1\n",
       "CLQDTMSTS        1\n",
       "新浪财经             1\n",
       "美术志-李金泽          1\n",
       "黄致列HCY           1\n",
       "happy热哥          1\n",
       "天津股侠             1\n",
       "大锅只是喝醉           1\n",
       "新浪电视             1\n",
       "周笔畅              1\n",
       "黄渤               1\n",
       "全是壁纸啊            1\n",
       "阿杰729            1\n",
       "Kakakaoo-        1\n",
       "沈梦辰              1\n",
       "花灼泰              1\n",
       "陈·橘              1\n",
       "八组兔区爆料           1\n",
       "再別話              1\n",
       "Name: user, Length: 266, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "user = df['user'].value_counts()\n",
    "user"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
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       "                {\n",
       "                    \"name\": \"\\u4e18\\u5bd2\",\n",
       "                    \"value\": 1.0,\n",
       "                    \"textStyle\": {\n",
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       "                {\n",
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       "                {\n",
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       "                    \"textStyle\": {\n",
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       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5e03\\u5c14\\u8d39\\u58a8\",\n",
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       "                {\n",
       "                    \"name\": \"\\u7f85\\u5fd7\\u7965\",\n",
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       "                            \"color\": \"rgb(15,158,94)\"\n",
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       "                },\n",
       "                {\n",
       "                    \"name\": \"Hey-look-here\",\n",
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       "                    \"textStyle\": {\n",
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       "                    \"textStyle\": {\n",
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       "                {\n",
       "                    \"name\": \"\\u51af\\u7ecd\\u5cf0\",\n",
       "                    \"value\": 1.0,\n",
       "                    \"textStyle\": {\n",
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       "                {\n",
       "                    \"name\": \"\\u738b\\u6653\\u6668\",\n",
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       "                {\n",
       "                    \"name\": \"\\u65b0\\u6d6a\\u65b0\\u95fb\",\n",
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       "                    \"textStyle\": {\n",
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       "                {\n",
       "                    \"name\": \"\\u4e0a\\u6d77\\u8001\\u6881_\\u5fae\\u535a\",\n",
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       "                    \"textStyle\": {\n",
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       "                },\n",
       "                {\n",
       "                    \"name\": \"CLQDTMSTS\",\n",
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       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u65b0\\u6d6a\\u8d22\\u7ecf\",\n",
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       "                    \"textStyle\": {\n",
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       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u7f8e\\u672f\\u5fd7-\\u674e\\u91d1\\u6cfd\",\n",
       "                    \"value\": 1.0,\n",
       "                    \"textStyle\": {\n",
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       "                },\n",
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       "                    \"textStyle\": {\n",
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       "                    \"textStyle\": {\n",
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       "                },\n",
       "                {\n",
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       "                    \"textStyle\": {\n",
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       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5468\\u7b14\\u7545\",\n",
       "                    \"value\": 1.0,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(129,2,97)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u6e24\",\n",
       "                    \"value\": 1.0,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(32,63,5)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5168\\u662f\\u58c1\\u7eb8\\u554a\",\n",
       "                    \"value\": 1.0,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(50,154,108)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u963f\\u6770729\",\n",
       "                    \"value\": 1.0,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(64,93,3)\"\n",
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       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"Kakakaoo-\",\n",
       "                    \"value\": 1.0,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(107,53,125)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6c88\\u68a6\\u8fb0\",\n",
       "                    \"value\": 1.0,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(153,150,143)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u82b1\\u707c\\u6cf0\",\n",
       "                    \"value\": 1.0,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(139,151,59)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9648\\u00b7\\u6a58\",\n",
       "                    \"value\": 1.0,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(83,50,137)\"\n",
       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u516b\\u7ec4\\u5154\\u533a\\u7206\\u6599\",\n",
       "                    \"value\": 1.0,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
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       "                        }\n",
       "                    }\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u518d\\u5225\\u8a71\",\n",
       "                    \"value\": 1.0,\n",
       "                    \"textStyle\": {\n",
       "                        \"normal\": {\n",
       "                            \"color\": \"rgb(148,24,127)\"\n",
       "                        }\n",
       "                    }\n",
       "                }\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_bf2dcfafa251497d95ea4156ab5ec39a.setOption(option_bf2dcfafa251497d95ea4156ab5ec39a);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.wordcloud.WordCloud at 0x29aef2083c8>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import WordCloud\n",
    "\n",
    "wordcloud = WordCloud(width=800, height=620)\n",
    "wordcloud.add(\"\", list(user.index), list(user), word_size_range=[20, 80])\n",
    "wordcloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>location</th>\n",
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       "      <th>followers</th>\n",
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       "      <th>created_time</th>\n",
       "      <th>comments</th>\n",
       "      <th>good</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>张雨绮</td>\n",
       "      <td>北京</td>\n",
       "      <td>f</td>\n",
       "      <td>8353343</td>\n",
       "      <td>我因为个人婚姻和情感问题多次叨扰大家，本来下了决心再也不把私事拿出来说了 ，但也确实没有想到...</td>\n",
       "      <td>Sun Jan 06 19:12:53 +0800 2019</td>\n",
       "      <td>87029</td>\n",
       "      <td>457897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>我是袁巴元</td>\n",
       "      <td>上海 黄浦区</td>\n",
       "      <td>m</td>\n",
       "      <td>47147</td>\n",
       "      <td>张雨绮小姐，我觉得，还是需要对您的说辞种种，有所回应。 ​</td>\n",
       "      <td>Sun Jan 06 22:26:50 +0800 2019</td>\n",
       "      <td>63283</td>\n",
       "      <td>125203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>金瀚Kim</td>\n",
       "      <td>北京</td>\n",
       "      <td>m</td>\n",
       "      <td>6394860</td>\n",
       "      <td>#世界是暖的# 都给我笑…每一天 ​</td>\n",
       "      <td>Mon Jan 07 15:29:10 +0800 2019</td>\n",
       "      <td>8295</td>\n",
       "      <td>20596</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>进击的阿木君</td>\n",
       "      <td>广东 深圳</td>\n",
       "      <td>m</td>\n",
       "      <td>4939275</td>\n",
       "      <td>嵌入墙壁里的乐高，打开的那一刻也太惊艳了吧！！ http://t.cn/EGo1xpy ​​​</td>\n",
       "      <td>Sun Jan 06 17:15:54 +0800 2019</td>\n",
       "      <td>4465</td>\n",
       "      <td>68598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>池子池子大池子</td>\n",
       "      <td>其他</td>\n",
       "      <td>m</td>\n",
       "      <td>4032534</td>\n",
       "      <td>今天是本季最後一期吐槽大會，應該還有下一季，但這是我最後一期了，感謝有你，滿心歡喜，謝謝大家...</td>\n",
       "      <td>Mon Jan 07 00:34:06 +0800 2019</td>\n",
       "      <td>24811</td>\n",
       "      <td>162185</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      user location gender  followers  \\\n",
       "0      张雨绮       北京      f    8353343   \n",
       "1    我是袁巴元   上海 黄浦区      m      47147   \n",
       "2    金瀚Kim       北京      m    6394860   \n",
       "3   进击的阿木君    广东 深圳      m    4939275   \n",
       "4  池子池子大池子       其他      m    4032534   \n",
       "\n",
       "                                                text  \\\n",
       "0  我因为个人婚姻和情感问题多次叨扰大家，本来下了决心再也不把私事拿出来说了 ，但也确实没有想到...   \n",
       "1                      张雨绮小姐，我觉得，还是需要对您的说辞种种，有所回应。 ​   \n",
       "2                                 #世界是暖的# 都给我笑…每一天 ​   \n",
       "3    嵌入墙壁里的乐高，打开的那一刻也太惊艳了吧！！ http://t.cn/EGo1xpy ​​​   \n",
       "4  今天是本季最後一期吐槽大會，應該還有下一季，但這是我最後一期了，感謝有你，滿心歡喜，謝謝大家...   \n",
       "\n",
       "                     created_time  comments    good  \n",
       "0  Sun Jan 06 19:12:53 +0800 2019     87029  457897  \n",
       "1  Sun Jan 06 22:26:50 +0800 2019     63283  125203  \n",
       "2  Mon Jan 07 15:29:10 +0800 2019      8295   20596  \n",
       "3  Sun Jan 06 17:15:54 +0800 2019      4465   68598  \n",
       "4  Mon Jan 07 00:34:06 +0800 2019     24811  162185  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>Sun Jan 06 19:12:53 +0800 2019</td>\n",
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       "      <th>1</th>\n",
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       "      <td>m</td>\n",
       "      <td>47147</td>\n",
       "      <td>张雨绮小姐，我觉得，还是需要对您的说辞种种，有所回应。 ​</td>\n",
       "      <td>Sun Jan 06 22:26:50 +0800 2019</td>\n",
       "      <td>63283</td>\n",
       "      <td>125203</td>\n",
       "      <td>上海</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>金瀚Kim</td>\n",
       "      <td>北京</td>\n",
       "      <td>m</td>\n",
       "      <td>6394860</td>\n",
       "      <td>#世界是暖的# 都给我笑…每一天 ​</td>\n",
       "      <td>Mon Jan 07 15:29:10 +0800 2019</td>\n",
       "      <td>8295</td>\n",
       "      <td>20596</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>进击的阿木君</td>\n",
       "      <td>广东 深圳</td>\n",
       "      <td>m</td>\n",
       "      <td>4939275</td>\n",
       "      <td>嵌入墙壁里的乐高，打开的那一刻也太惊艳了吧！！ http://t.cn/EGo1xpy ​​​</td>\n",
       "      <td>Sun Jan 06 17:15:54 +0800 2019</td>\n",
       "      <td>4465</td>\n",
       "      <td>68598</td>\n",
       "      <td>广东</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>池子池子大池子</td>\n",
       "      <td>其他</td>\n",
       "      <td>m</td>\n",
       "      <td>4032534</td>\n",
       "      <td>今天是本季最後一期吐槽大會，應該還有下一季，但這是我最後一期了，感謝有你，滿心歡喜，謝謝大家...</td>\n",
       "      <td>Mon Jan 07 00:34:06 +0800 2019</td>\n",
       "      <td>24811</td>\n",
       "      <td>162185</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      user location gender  followers  \\\n",
       "0      张雨绮       北京      f    8353343   \n",
       "1    我是袁巴元   上海 黄浦区      m      47147   \n",
       "2    金瀚Kim       北京      m    6394860   \n",
       "3   进击的阿木君    广东 深圳      m    4939275   \n",
       "4  池子池子大池子       其他      m    4032534   \n",
       "\n",
       "                                                text  \\\n",
       "0  我因为个人婚姻和情感问题多次叨扰大家，本来下了决心再也不把私事拿出来说了 ，但也确实没有想到...   \n",
       "1                      张雨绮小姐，我觉得，还是需要对您的说辞种种，有所回应。 ​   \n",
       "2                                 #世界是暖的# 都给我笑…每一天 ​   \n",
       "3    嵌入墙壁里的乐高，打开的那一刻也太惊艳了吧！！ http://t.cn/EGo1xpy ​​​   \n",
       "4  今天是本季最後一期吐槽大會，應該還有下一季，但這是我最後一期了，感謝有你，滿心歡喜，謝謝大家...   \n",
       "\n",
       "                     created_time  comments    good province  \n",
       "0  Sun Jan 06 19:12:53 +0800 2019     87029  457897       北京  \n",
       "1  Sun Jan 06 22:26:50 +0800 2019     63283  125203       上海  \n",
       "2  Mon Jan 07 15:29:10 +0800 2019      8295   20596       北京  \n",
       "3  Sun Jan 06 17:15:54 +0800 2019      4465   68598       广东  \n",
       "4  Mon Jan 07 00:34:06 +0800 2019     24811  162185       其他  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['province'] = df['location'].str.split(' ').str[0]\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "北京    103\n",
       "海外     50\n",
       "其他     30\n",
       "广东     24\n",
       "上海     18\n",
       "台湾     14\n",
       "香港      9\n",
       "四川      8\n",
       "辽宁      6\n",
       "福建      6\n",
       "Name: province, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "province = df['province'].value_counts()\n",
    "province[:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"08449c9051a04910b536a2ff92cf9e20\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_08449c9051a04910b536a2ff92cf9e20 = echarts.init(document.getElementById('08449c9051a04910b536a2ff92cf9e20'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_08449c9051a04910b536a2ff92cf9e20 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u5730\\u533a\\u5206\\u5e03\\u60c5\\u51b5\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"restore\"\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"data view\"\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 5534768,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"data\": [\n",
       "                103.0,\n",
       "                50.0,\n",
       "                30.0,\n",
       "                24.0,\n",
       "                18.0,\n",
       "                14.0,\n",
       "                9.0,\n",
       "                8.0,\n",
       "                6.0,\n",
       "                6.0\n",
       "            ],\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 5534768\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"category\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": 0,\n",
       "                \"rotate\": 20,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u5317\\u4eac\",\n",
       "                \"\\u6d77\\u5916\",\n",
       "                \"\\u5176\\u4ed6\",\n",
       "                \"\\u5e7f\\u4e1c\",\n",
       "                \"\\u4e0a\\u6d77\",\n",
       "                \"\\u53f0\\u6e7e\",\n",
       "                \"\\u9999\\u6e2f\",\n",
       "                \"\\u56db\\u5ddd\",\n",
       "                \"\\u8fbd\\u5b81\",\n",
       "                \"\\u798f\\u5efa\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_08449c9051a04910b536a2ff92cf9e20.setOption(option_08449c9051a04910b536a2ff92cf9e20);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x29aef342e48>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Bar\n",
    "\n",
    "bar = Bar('地区分布情况')\n",
    "bar.add(\"\", list(province[:10].index), list(province[:10]),xaxis_interval=0,xaxis_rotate=20,xaxis_margin=8,is_label_show=True)\n",
    "bar"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "m    179\n",
       "f    118\n",
       "Name: gender, dtype: int64"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gender = df['gender'].value_counts()\n",
    "gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"137cb58492dc45bca3ed51d4e8a1c756\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_137cb58492dc45bca3ed51d4e8a1c756 = echarts.init(document.getElementById('137cb58492dc45bca3ed51d4e8a1c756'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_137cb58492dc45bca3ed51d4e8a1c756 = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u6027\\u522b\\u5206\\u5e03\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"restore\"\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"data view\"\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 7791432,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"pie\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u7537\\u6027\",\n",
       "                    \"value\": 179.0\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u5973\\u6027\",\n",
       "                    \"value\": 118.0\n",
       "                }\n",
       "            ],\n",
       "            \"radius\": [\n",
       "                \"0%\",\n",
       "                \"75%\"\n",
       "            ],\n",
       "            \"center\": [\n",
       "                \"50%\",\n",
       "                \"50%\"\n",
       "            ],\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"outside\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    },\n",
       "                    \"formatter\": \"{b}: {d}%\"\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    },\n",
       "                    \"formatter\": \"{b}: {d}%\"\n",
       "                }\n",
       "            },\n",
       "            \"seriesId\": 7791432\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u7537\\u6027\",\n",
       "                \"\\u5973\\u6027\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_137cb58492dc45bca3ed51d4e8a1c756.setOption(option_137cb58492dc45bca3ed51d4e8a1c756);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.pie.Pie at 0x29aef3474e0>"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Pie\n",
    "\n",
    "pie = Pie(\"性别分布\")\n",
    "pie.add(\"\", ['男性','女性'], list(gender), is_label_show=True)\n",
    "pie"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>location</th>\n",
       "      <th>gender</th>\n",
       "      <th>followers</th>\n",
       "      <th>text</th>\n",
       "      <th>created_time</th>\n",
       "      <th>comments</th>\n",
       "      <th>good</th>\n",
       "      <th>province</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>谢娜</td>\n",
       "      <td>北京 海淀区</td>\n",
       "      <td>f</td>\n",
       "      <td>122666511</td>\n",
       "      <td>带宝宝们上车的时候，手指被车门狠狠的夹了一下，痛得我想大喊一声大哭一下[怒骂][抓狂]突然忍...</td>\n",
       "      <td>Mon Jan 07 11:54:37 +0800 2019</td>\n",
       "      <td>7915</td>\n",
       "      <td>106320</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>陈坤</td>\n",
       "      <td>重庆</td>\n",
       "      <td>m</td>\n",
       "      <td>93390497</td>\n",
       "      <td>“这就是生命的轮回，有人来，有人去。”\\n#山下学堂#\\n2018新人班毕业大戏《冬天的葬礼...</td>\n",
       "      <td>Sun Jan 06 19:59:02 +0800 2019</td>\n",
       "      <td>4024</td>\n",
       "      <td>19554</td>\n",
       "      <td>重庆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>人民日报</td>\n",
       "      <td>北京</td>\n",
       "      <td>m</td>\n",
       "      <td>84390935</td>\n",
       "      <td>【最心疼的等待：父亲高空抢修电线 3岁儿子寒风中守候】1日，陕西汉中一小区熔断器出现故障，电...</td>\n",
       "      <td>Mon Jan 07 12:45:29 +0800 2019</td>\n",
       "      <td>1086</td>\n",
       "      <td>10987</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>央视新闻</td>\n",
       "      <td>北京</td>\n",
       "      <td>m</td>\n",
       "      <td>79409857</td>\n",
       "      <td>【今天，转发微博，送别#糖丸爷爷顾方舟#】昨天，中国医学科学院举行顾方舟追思会。他研制出液体...</td>\n",
       "      <td>Mon Jan 07 09:13:02 +0800 2019</td>\n",
       "      <td>3496</td>\n",
       "      <td>25279</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>TFBOYS-王俊凯</td>\n",
       "      <td>重庆</td>\n",
       "      <td>m</td>\n",
       "      <td>70210371</td>\n",
       "      <td>买票了吗？该准备回家了吧。春运路上别忘了来条士力架，不要饿着回家哦～#王俊凯士力架饱你回家#...</td>\n",
       "      <td>Mon Jan 07 12:04:30 +0800 2019</td>\n",
       "      <td>25572</td>\n",
       "      <td>99879</td>\n",
       "      <td>重庆</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>王力宏</td>\n",
       "      <td>台湾 台北市</td>\n",
       "      <td>m</td>\n",
       "      <td>62974624</td>\n",
       "      <td>新加坡昨晚的演出和今天的早餐都萃取了灵魂的养分。中间图是我小时候的小提琴老师，Lim Soo...</td>\n",
       "      <td>Sun Jan 06 21:09:12 +0800 2019</td>\n",
       "      <td>5189</td>\n",
       "      <td>7893</td>\n",
       "      <td>台湾</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>人民网</td>\n",
       "      <td>北京</td>\n",
       "      <td>m</td>\n",
       "      <td>62042565</td>\n",
       "      <td>【南方人看不懂#北方人晒饺子#！志愿者杀猪为贫困户包饺子，3万个饺子铺室外速冻】5日，黑龙江...</td>\n",
       "      <td>Mon Jan 07 15:19:26 +0800 2019</td>\n",
       "      <td>1568</td>\n",
       "      <td>5801</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>羅志祥</td>\n",
       "      <td>台湾 台北市</td>\n",
       "      <td>m</td>\n",
       "      <td>61736891</td>\n",
       "      <td>我旁边这位最近很火 同时做了蔡依林跟我的新专辑音乐制作人 他不是别人 他叫@StarrChe...</td>\n",
       "      <td>Sun Jan 06 19:55:17 +0800 2019</td>\n",
       "      <td>6816</td>\n",
       "      <td>53200</td>\n",
       "      <td>台湾</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>头条新闻</td>\n",
       "      <td>北京</td>\n",
       "      <td>f</td>\n",
       "      <td>59601927</td>\n",
       "      <td>【数百名被拐儿童已救出，名单和照片公布：请帮孩子早点回家！】近日数百名被警方解救的被拐儿童的...</td>\n",
       "      <td>Sun Jan 06 23:40:03 +0800 2019</td>\n",
       "      <td>765</td>\n",
       "      <td>1981</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>李易峰</td>\n",
       "      <td>北京</td>\n",
       "      <td>m</td>\n",
       "      <td>54063258</td>\n",
       "      <td>抢先我自己来发 ​</td>\n",
       "      <td>Mon Jan 07 13:50:09 +0800 2019</td>\n",
       "      <td>19021</td>\n",
       "      <td>76727</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           user location gender  followers  \\\n",
       "12           谢娜   北京 海淀区      f  122666511   \n",
       "148          陈坤       重庆      m   93390497   \n",
       "28         人民日报       北京      m   84390935   \n",
       "18         央视新闻       北京      m   79409857   \n",
       "14   TFBOYS-王俊凯       重庆      m   70210371   \n",
       "198         王力宏   台湾 台北市      m   62974624   \n",
       "90          人民网       北京      m   62042565   \n",
       "130         羅志祥   台湾 台北市      m   61736891   \n",
       "66         头条新闻       北京      f   59601927   \n",
       "13          李易峰       北京      m   54063258   \n",
       "\n",
       "                                                  text  \\\n",
       "12   带宝宝们上车的时候，手指被车门狠狠的夹了一下，痛得我想大喊一声大哭一下[怒骂][抓狂]突然忍...   \n",
       "148  “这就是生命的轮回，有人来，有人去。”\\n#山下学堂#\\n2018新人班毕业大戏《冬天的葬礼...   \n",
       "28   【最心疼的等待：父亲高空抢修电线 3岁儿子寒风中守候】1日，陕西汉中一小区熔断器出现故障，电...   \n",
       "18   【今天，转发微博，送别#糖丸爷爷顾方舟#】昨天，中国医学科学院举行顾方舟追思会。他研制出液体...   \n",
       "14   买票了吗？该准备回家了吧。春运路上别忘了来条士力架，不要饿着回家哦～#王俊凯士力架饱你回家#...   \n",
       "198  新加坡昨晚的演出和今天的早餐都萃取了灵魂的养分。中间图是我小时候的小提琴老师，Lim Soo...   \n",
       "90   【南方人看不懂#北方人晒饺子#！志愿者杀猪为贫困户包饺子，3万个饺子铺室外速冻】5日，黑龙江...   \n",
       "130  我旁边这位最近很火 同时做了蔡依林跟我的新专辑音乐制作人 他不是别人 他叫@StarrChe...   \n",
       "66   【数百名被拐儿童已救出，名单和照片公布：请帮孩子早点回家！】近日数百名被警方解救的被拐儿童的...   \n",
       "13                                           抢先我自己来发 ​   \n",
       "\n",
       "                       created_time  comments    good province  \n",
       "12   Mon Jan 07 11:54:37 +0800 2019      7915  106320       北京  \n",
       "148  Sun Jan 06 19:59:02 +0800 2019      4024   19554       重庆  \n",
       "28   Mon Jan 07 12:45:29 +0800 2019      1086   10987       北京  \n",
       "18   Mon Jan 07 09:13:02 +0800 2019      3496   25279       北京  \n",
       "14   Mon Jan 07 12:04:30 +0800 2019     25572   99879       重庆  \n",
       "198  Sun Jan 06 21:09:12 +0800 2019      5189    7893       台湾  \n",
       "90   Mon Jan 07 15:19:26 +0800 2019      1568    5801       北京  \n",
       "130  Sun Jan 06 19:55:17 +0800 2019      6816   53200       台湾  \n",
       "66   Sun Jan 06 23:40:03 +0800 2019       765    1981       北京  \n",
       "13   Mon Jan 07 13:50:09 +0800 2019     19021   76727       北京  "
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data4 = df.drop_duplicates('user')\n",
    "data4 = data4.sort_values(by='followers',ascending=False)[:10]\n",
    "data4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts': '/nbextensions/echarts/echarts.min'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "    <div id=\"06e79a39e6c64df6ac7b6d6f8685b14f\" style=\"width:800px;height:400px;\"></div>\n",
       "\n",
       "\n",
       "<script>\n",
       "    require(['echarts'], function(echarts) {\n",
       "        \n",
       "var myChart_06e79a39e6c64df6ac7b6d6f8685b14f = echarts.init(document.getElementById('06e79a39e6c64df6ac7b6d6f8685b14f'), 'light', {renderer: 'canvas'});\n",
       "\n",
       "var option_06e79a39e6c64df6ac7b6d6f8685b14f = {\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"text\": \"\\u7c89\\u4e1d\\u524d\\u5341\",\n",
       "            \"left\": \"auto\",\n",
       "            \"top\": \"auto\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 18\n",
       "            },\n",
       "            \"subtextStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"toolbox\": {\n",
       "        \"show\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"left\": \"95%\",\n",
       "        \"top\": \"center\",\n",
       "        \"feature\": {\n",
       "            \"saveAsImage\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"save as image\"\n",
       "            },\n",
       "            \"restore\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"restore\"\n",
       "            },\n",
       "            \"dataView\": {\n",
       "                \"show\": true,\n",
       "                \"title\": \"data view\"\n",
       "            }\n",
       "        }\n",
       "    },\n",
       "    \"series_id\": 7016134,\n",
       "    \"tooltip\": {\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"backgroundColor\": \"rgba(50,50,50,0.7)\",\n",
       "        \"borderColor\": \"#333\",\n",
       "        \"borderWidth\": 0\n",
       "    },\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"bar\",\n",
       "            \"data\": [\n",
       "                122666511.0,\n",
       "                93390497.0,\n",
       "                84390935.0,\n",
       "                79409857.0,\n",
       "                70210371.0,\n",
       "                62974624.0,\n",
       "                62042565.0,\n",
       "                61736891.0,\n",
       "                59601927.0,\n",
       "                54063258.0\n",
       "            ],\n",
       "            \"barCategoryGap\": \"20%\",\n",
       "            \"label\": {\n",
       "                \"normal\": {\n",
       "                    \"show\": true,\n",
       "                    \"position\": \"top\",\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                },\n",
       "                \"emphasis\": {\n",
       "                    \"show\": true,\n",
       "                    \"textStyle\": {\n",
       "                        \"fontSize\": 12\n",
       "                    }\n",
       "                }\n",
       "            },\n",
       "            \"markPoint\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"markLine\": {\n",
       "                \"data\": []\n",
       "            },\n",
       "            \"seriesId\": 7016134\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\"\n",
       "            ],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"xAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"category\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": false\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": 0,\n",
       "                \"rotate\": 20,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            },\n",
       "            \"data\": [\n",
       "                \"\\u8c22\\u5a1c\",\n",
       "                \"\\u9648\\u5764\",\n",
       "                \"\\u4eba\\u6c11\\u65e5\\u62a5\",\n",
       "                \"\\u592e\\u89c6\\u65b0\\u95fb\",\n",
       "                \"TFBOYS-\\u738b\\u4fca\\u51ef\",\n",
       "                \"\\u738b\\u529b\\u5b8f\",\n",
       "                \"\\u4eba\\u6c11\\u7f51\",\n",
       "                \"\\u7f85\\u5fd7\\u7965\",\n",
       "                \"\\u5934\\u6761\\u65b0\\u95fb\",\n",
       "                \"\\u674e\\u6613\\u5cf0\"\n",
       "            ]\n",
       "        }\n",
       "    ],\n",
       "    \"yAxis\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"nameLocation\": \"middle\",\n",
       "            \"nameGap\": 25,\n",
       "            \"nameTextStyle\": {\n",
       "                \"fontSize\": 14\n",
       "            },\n",
       "            \"axisTick\": {\n",
       "                \"alignWithLabel\": false\n",
       "            },\n",
       "            \"inverse\": false,\n",
       "            \"boundaryGap\": true,\n",
       "            \"type\": \"value\",\n",
       "            \"splitLine\": {\n",
       "                \"show\": true\n",
       "            },\n",
       "            \"axisLine\": {\n",
       "                \"lineStyle\": {\n",
       "                    \"width\": 1\n",
       "                }\n",
       "            },\n",
       "            \"axisLabel\": {\n",
       "                \"interval\": \"auto\",\n",
       "                \"formatter\": \"{value} \",\n",
       "                \"rotate\": 0,\n",
       "                \"margin\": 8,\n",
       "                \"textStyle\": {\n",
       "                    \"fontSize\": 12\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
       "        \"#ca8622\",\n",
       "        \"#bda29a\",\n",
       "        \"#6e7074\",\n",
       "        \"#546570\",\n",
       "        \"#c4ccd3\",\n",
       "        \"#f05b72\",\n",
       "        \"#ef5b9c\",\n",
       "        \"#f47920\",\n",
       "        \"#905a3d\",\n",
       "        \"#fab27b\",\n",
       "        \"#2a5caa\",\n",
       "        \"#444693\",\n",
       "        \"#726930\",\n",
       "        \"#b2d235\",\n",
       "        \"#6d8346\",\n",
       "        \"#ac6767\",\n",
       "        \"#1d953f\",\n",
       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_06e79a39e6c64df6ac7b6d6f8685b14f.setOption(option_06e79a39e6c64df6ac7b6d6f8685b14f);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.bar.Bar at 0x29aef33fb38>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Bar\n",
    "\n",
    "bar = Bar('粉丝前十')\n",
    "bar.add(\"\", list(data4['user']), list(data4['followers']),xaxis_interval=0,xaxis_rotate=20,xaxis_margin=8,is_label_show=True)\n",
    "bar"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 榜单分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>location</th>\n",
       "      <th>gender</th>\n",
       "      <th>followers</th>\n",
       "      <th>text</th>\n",
       "      <th>created_time</th>\n",
       "      <th>comments</th>\n",
       "      <th>good</th>\n",
       "      <th>province</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>张雨绮</td>\n",
       "      <td>北京</td>\n",
       "      <td>f</td>\n",
       "      <td>8353343</td>\n",
       "      <td>我因为个人婚姻和情感问题多次叨扰大家，本来下了决心再也不把私事拿出来说了 ，但也确实没有想到...</td>\n",
       "      <td>Sun Jan 06 19:12:53 +0800 2019</td>\n",
       "      <td>87029</td>\n",
       "      <td>457897</td>\n",
       "      <td>北京</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>我是袁巴元</td>\n",
       "      <td>上海 黄浦区</td>\n",
       "      <td>m</td>\n",
       "      <td>47147</td>\n",
       "      <td>张雨绮小姐，我觉得，还是需要对您的说辞种种，有所回应。 ​</td>\n",
       "      <td>Sun Jan 06 22:26:50 +0800 2019</td>\n",
       "      <td>63283</td>\n",
       "      <td>125203</td>\n",
       "      <td>上海</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>金瀚Kim</td>\n",
       "      <td>北京</td>\n",
       "      <td>m</td>\n",
       "      <td>6394860</td>\n",
       "      <td>#世界是暖的# 都给我笑…每一天 ​</td>\n",
       "      <td>Mon Jan 07 15:29:10 +0800 2019</td>\n",
       "      <td>8295</td>\n",
       "      <td>20596</td>\n",
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       "      <td>嵌入墙壁里的乐高，打开的那一刻也太惊艳了吧！！ http://t.cn/EGo1xpy ​​​</td>\n",
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       "      user location gender  followers  \\\n",
       "0      张雨绮       北京      f    8353343   \n",
       "1    我是袁巴元   上海 黄浦区      m      47147   \n",
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       "\n",
       "                                                text  \\\n",
       "0  我因为个人婚姻和情感问题多次叨扰大家，本来下了决心再也不把私事拿出来说了 ，但也确实没有想到...   \n",
       "1                      张雨绮小姐，我觉得，还是需要对您的说辞种种，有所回应。 ​   \n",
       "2                                 #世界是暖的# 都给我笑…每一天 ​   \n",
       "3    嵌入墙壁里的乐高，打开的那一刻也太惊艳了吧！！ http://t.cn/EGo1xpy ​​​   \n",
       "4  今天是本季最後一期吐槽大會，應該還有下一季，但這是我最後一期了，感謝有你，滿心歡喜，謝謝大家...   \n",
       "\n",
       "                     created_time  comments    good province  \n",
       "0  Sun Jan 06 19:12:53 +0800 2019     87029  457897       北京  \n",
       "1  Sun Jan 06 22:26:50 +0800 2019     63283  125203       上海  \n",
       "2  Mon Jan 07 15:29:10 +0800 2019      8295   20596       北京  \n",
       "3  Sun Jan 06 17:15:54 +0800 2019      4465   68598       广东  \n",
       "4  Mon Jan 07 00:34:06 +0800 2019     24811  162185       其他  "
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       "      <td>#世界是暖的# 都给我笑…每一天 ​</td>\n",
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       "      <td>今天是本季最後一期吐槽大會，應該還有下一季，但這是我最後一期了，感謝有你，滿心歡喜，謝謝大家...</td>\n",
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       "      user location gender  followers  \\\n",
       "0      张雨绮       北京      f    8353343   \n",
       "1    我是袁巴元   上海 黄浦区      m      47147   \n",
       "2    金瀚Kim       北京      m    6394860   \n",
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       "4  池子池子大池子       其他      m    4032534   \n",
       "\n",
       "                                                text  \\\n",
       "0  我因为个人婚姻和情感问题多次叨扰大家，本来下了决心再也不把私事拿出来说了 ，但也确实没有想到...   \n",
       "1                      张雨绮小姐，我觉得，还是需要对您的说辞种种，有所回应。 ​   \n",
       "2                                 #世界是暖的# 都给我笑…每一天 ​   \n",
       "3    嵌入墙壁里的乐高，打开的那一刻也太惊艳了吧！！ http://t.cn/EGo1xpy ​​​   \n",
       "4  今天是本季最後一期吐槽大會，應該還有下一季，但這是我最後一期了，感謝有你，滿心歡喜，謝謝大家...   \n",
       "\n",
       "                     created_time  comments    good province hour  \n",
       "0  Sun Jan 06 19:12:53 +0800 2019     87029  457897       北京   19  \n",
       "1  Sun Jan 06 22:26:50 +0800 2019     63283  125203       上海   22  \n",
       "2  Mon Jan 07 15:29:10 +0800 2019      8295   20596       北京   15  \n",
       "3  Sun Jan 06 17:15:54 +0800 2019      4465   68598       广东   17  \n",
       "4  Mon Jan 07 00:34:06 +0800 2019     24811  162185       其他   00  "
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    "df['hour'] = df['created_time'].str.split(':').str[0].str.split(' ').str[-1]\n",
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   "execution_count": 21,
   "metadata": {},
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       "00    12\n",
       "01     5\n",
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       "08     9\n",
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       "11    26\n",
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       "22    30\n",
       "23    23\n",
       "Name: hour, dtype: int64"
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      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import Line\n",
    "\n",
    "attr = list(hour.index)\n",
    "v = list(hour)\n",
    "\n",
    "line = Line(\"发布时间分布\")\n",
    "line.add(\"\", attr, v)\n",
    "line"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'我因为个人婚姻和情感问题多次叨扰大家，本来下了决心再也不把私事拿出来说了 ，但也确实没有想到会遇到今天的局面。此刻，我觉得尴尬丢人。只想说三点：第一 ，情人间的对话如此隐私，因为情感破裂爆出来，这行为我很恶心！抱歉也恶心大家了 ，但我不想采取同样方法报复。第二 ，自由之身，与谁约会都 \\u200b张雨绮小姐，我觉得，还是需要对您的说辞种种，有所回应。 \\u200b#世界是暖的# 都给我笑…每一天 \\u200b嵌入墙壁里的乐高，打开的那一刻也太惊艳了吧！！ http://t.cn/EGo1xpy \\u200b\\u200b\\u200b今天是本季最後一期吐槽大會，應該還有下一季，但這是我最後一期了，感謝有你，滿心歡喜，謝謝大家，我是池子！ \\u200b今晚 不就是全民吐槽 我想开了 \\u200b【他消灭了中国小儿麻痹症！今天请转发，#送别糖丸爷爷#顾方舟！[蜡烛]】1月2日，我国著名病毒学专家顾方舟去世，享年92岁。顾方舟研究脊髓灰质炎（小儿麻痹症）预防及控制40多年，1960年他成功研制出首批脊灰活疫苗，1962年又牵头研制成功糖丸减毒活疫苗。自1964年“脊灰”糖丸疫苗全国推广以来，数十 \\u200b我是#义卖星推官#张樟，我为#千里西藏助学行#公益活动义卖了我的闲置物品，2019分享你最喜爱的义卖明星！到线头公益助我成为#义卖大使#吧！分享让闲置物品更有爱！http://t.cn/EGOfNvM   @线头公益 \\u200b人生無限公司 最終場\\n\\n起點站 高雄 2017年3月18日\\n最終站 台中 2019年1月6日\\n總計122場 動員415萬人次參與\\n\\n阿信：\\n這是一生中最奔波的一趟長征\\n這是一生中最任性的一次旅行\\n\\n怪獸：\\n戰士卸下盔甲，吉他手放下吉他，\\n肩頭上因為摩擦而留下的痕跡，\\n麻麻的指尖，\\n留在心中的悸動，\\n是怎麼也忘不掉的。\\n\\n \\u200b金球奖红毯上有粉丝用中文喊甜茶，他立马回应粉丝又说了一遍，真的好甜[好喜欢]http://t.cn/EGpY0yS \\u200b\\u200b\\u200b【#艺术升崩溃#考生心急如焚 软件方：报名人数太多】1月6日，不少艺术生反映，通过艺考报名App“艺术升”进行报名时遇到了软件卡顿、乱码等问题，导致无法顺利报名。艺术升软件方回应称，问题原因系“全国艺术院校减少、考点削减，加上考点容量限制，造成大量考生集中报名院校部分考点”引起。 \\u200b#清华奖学金答辩会 神仙打架#，大家可以感受下[允悲] http://t.cn/EAifx7I \\u200b带宝宝们上车的时候，手指被车门狠狠的夹了一下，痛得我想大喊一声大哭一下[怒骂][抓狂]突然忍住了，一瞬间想不能吓着她们，我要做她们眼中坚强阳光可爱的妈妈[悲伤][拳头] 于是我微笑着流下两行疼痛的眼泪[笑cry] ，哇，真的真的好痛啊，这感觉好酸爽啊[允悲][奥特曼] \\u200b抢先我自己来发 \\u200b买票了吗？该准备回家了吧。春运路上别忘了来条士力架，不要饿着回家哦～#王俊凯士力架饱你回家# http://t.cn/EG0EkNX \\u200b【权健公司实际控制人束某某等18人被依法刑事拘留】记者从“权健事件”等联合调查组获悉，权健自然医学科技发展有限公司实际控制人束某某等18名犯罪嫌疑人已被依法刑事拘留。\\n\\n2019年1月1日，天津市公安机关对权健自然医学科技发展有限公司涉嫌组织、领导传销活动罪和虚假广告罪立案侦查。1月2日，对在 \\u200b#霉霉给ladygaga颁奖# 第76届#金球奖#上，Lady Gaga主演的《一个明星的诞生》中的歌曲《Shallow》获得最佳原创歌曲， “霉霉”泰勒·斯威夫特 为她颁奖，两位天后上演世纪拥抱，并一起搂着退场，世纪同框终于等到了！[憧憬][憧憬] http://t.cn/EG0Sml0 \\u200b收官之夜 时间煮雨  #下一站传奇# \\u200b【今天，转发微博，送别#糖丸爷爷顾方舟#】昨天，中国医学科学院举行顾方舟追思会。他研制出液体和糖丸两种活疫苗，使数十万儿童免于致残；制定出我国第一部“脊髓灰质炎口服活疫苗制造及检定规程”，保证了数十亿人份疫苗的质量。他说：“希望免疫工作者，能看好、保护好每一个孩子，让他们健康成长。 \\u200b#陆毅[超话]# 生日胖五斤能被原谅吗[羞嗒嗒] \\u200b我老了，完全看不懂现在的电视剧了…… http://t.cn/EGK2Z2e \\u200b那些“大龄剩 女”还在坚持什么？这个回答真好！[心]\\n\\n我，32。没有男朋友。\\n\\n最近很忙。\\n\\n八月工作太忙，生了一场不大不小的病，元气大伤。\\n\\n在病床上订下个月的机票、酒店、行程。九月病未痊愈，按照既定行程带父母去日本旅游。\\n\\n这是妈妈第二次出国，爸爸第一次。\\n\\n十月整理现在住所的物品，准备正 \\u200b问题来了，#什么菜才是真正的米饭杀手#。 \\u200b#70万艺考生丧失报名资格#  #上亿讨论艺术升崩溃热搜被秒删# #艺考升崩溃# 炸了炸了，还压热搜，我一个程序猿都看不下去了！！！报名上不上反正我在上，艺术升不升反正我最坑…… \\u200b只要一工作就让我自拍[二哈]尽力了[羞嗒嗒] \\u200b人生無限公司 最終場\\n\\n起點站 高雄 2017年3月18日\\n最終站 台中 2019年1月6日\\n總計122場 動員415萬人次參與\\n\\n阿信：\\n這是一生中最奔波的一趟長征\\n這是一生中最任性的一次旅行\\n\\n怪獸：\\n戰士卸下盔甲，吉他手放下吉他，\\n肩頭上因為摩擦而留下的痕跡，\\n麻麻的指尖，\\n留在心中的悸動，\\n是怎麼也忘不掉的。\\n\\n \\u200b[心]点赞这只#猪年限定#[心]后转走这只猪事顺利！2019家人健康！一夜暴富！好运连连[心] \\u200b#美女戴贝雷帽 我戴贝雷帽# 结果拼图一出，有部分网友说：#石原里美戴啥都好看# 冲着这句话很多网友不服，都说手里有大把美女照，所以不拼爹，拼图，把你手里的美照都晒晒[摊手] \\u200b【最心疼的等待：父亲高空抢修电线 3岁儿子寒风中守候】1日，陕西汉中一小区熔断器出现故障，电网工作人员董红亮来不及将孩子托付他人，带儿子赶赴现场。寒风中，男孩头戴连衣帽、裹着比自己大很多的衣服坐在路边，仰着小脸望向高空作业的父亲。“爸爸，我就乖乖坐着等你！”这一幕，令不少人感动。 \\u200b#为什么小公爷不是男主# 因为男主是女主的，男二是观众的！\\n朱一龙新闻当事人 知否剧透画面cut\\n朱一龙《知否知否应是绿肥红瘦》曝光了还未播出片段：郡主答应齐衡去盛家提亲，齐衡喜极而泣，齐母：我这就更衣去盛家，一定将这门亲事说成。\\n齐衡金榜题名，小公爷：我中了！\\n齐衡：二叔来的这么晚，贵人 \\u200b#童年印象深刻的动画# 分享\\n第一弹：沙雕短片大合集[doge]\\nhttp://t.cn/EGoKPZ4 \\u200b这一站的结束，就是下一站的开始。\\n今晚九点#下一站传奇# \\u200b回歸大自然，聽聽海的聲音，重新啟發內心的靈感。。。 \\u200b祝我挑剔又讨厌的妹妹生日快乐！爱你, 愿你继续幸福快乐。 😍😍😍 \\u200b张艺兴吐槽cut 张艺兴吐槽大会 张艺兴吐槽李诞方文山欧阳靖欧阳娜娜 张艺兴【我为什么这么努力，如果你跟我一样吹过那么猛的牛，你也得努力努力再努力】#李诞对张艺兴的吐槽好狠#\\n张艺兴：我说过很多让大家匪夷所思的话，我说过我妈认为我是下一个迈克尔杰克逊，我说过我的音乐专辑要把音乐市场给震动 \\u200b蜡像这首歌过于屌了....这是我当年第一次知道有跳音这么个东西....下巴惊到掉下来[拜拜][拜拜][拜拜]\\n这首歌Vitas还当着普京的面唱过....歌词我铁服[拜拜][拜拜][拜拜]\\nhttp://t.cn/EGKtKSf \\u200b2019的第一场球，很过瘾！#天猫高校名人堂# \\u200b#李诞对张艺兴的吐槽好狠# \\n\\n张艺兴回怼完整版 小绵羊变身张怼怼 怼的漂亮[笑cry]\\n品一品张艺兴的梗 我真的要笑岔气 绝地反击[赞]\\n\\n李诞 你别带我去酒吧 你最好也别去[doge]\\n张艺兴自己都说 我说过很多让大家匪夷所思的话\\n你说我为什么这么努力\\n如果你跟我一样吹过这么猛的牛 你也得努力 而且还得努力 \\u200b下周大吉，会有好事发生的[心] \\u200b【#小黑盒可开智能门锁# 你家的锁安全吗？】不久前，几段用“小黑盒”打开智能门锁的视频在网络上流传。小黑盒，专业术语叫特斯拉线圈，开启瞬间可产生强大电磁场，干扰门锁内部电路，将锁打开。国家通用电子元器件及产品质检中心对38个品牌、40款型号的智能门锁进行了风险监测，其中15%能被小黑盒打开 \\u200b2019幸运猪，心想事成，万事如意。#猪年限定# @猪小屁 \\u200b德国DJ Zedd在自己位于洛杉矶1600万美元的豪宅墙壁上，用乐高建了一个隐秘空间！！[吃惊][吃惊][吃惊] http://t.cn/EGKxYm5 \\u200b2018感恩咱家朋友的陪伴。\\n2019愿大家每天都有好事发生。\\n很开心在新年伊始加入@QQ浏览器 #超新星热搜计划#成为超新星热搜官。马上打开手机QQ浏览器。搜索我的名字。扫描我的头像。期待源源不断的神秘惊喜吧。\\n#QQ浏览器超新星热搜官刘宇宁# \\u200b《飞驰人生》现场NG特辑http://t.cn/EGxFGSJ \\u200b【罚款400+扣6分！男子#不避让救护车被罚#】@北京交警 6日通报，一黑色小客车在北京东三环北路，不避让正在运送病人的救护车。经查，驾驶员刘某某未按照规定让行执行紧急任务的救护车，且驾驶未按规定期限进行安全技术检验的机动车，处400元罚款，扣6分。及时避让救护车，转发呼吁！（人民日报） \\u200b转需 \\u200b#清华奖学金答辩会 神仙打架# 【全程高能！清华本科生特等奖学金答辩，围观“神仙打架”！】近日，北京清华大学举办2018年本科生特等奖学金答辩会的视频再被翻出。入围答辩的学生群雄逐鹿，现场奖项、论文、研究成果横飞，被网友称作“神仙打架”！点开后默默退出，梁静茹都不敢给我点开视频的勇气，我 \\u200b他看见老奶奶摆摊卖麻花\\n把剩下的麻花都买回来了…\\n他说9斤麻花，可以吃四个月 \\u200b明天开始的一周里，好事会不断发生 \\u200b一路跋涉，直到遇见“你”\\n谢谢一直都在的你们，刚好，一切的一切，都刚刚好。\\n#林彦俊首张EP##林彦俊刚好的伤口#\\n\\xa0\\n@QQ音乐：\\nhttp://t.cn/EGCv2mK\\n@酷狗音乐：\\nhttp://t.cn/EGCv2m6\\n@酷我音乐：\\nhttp://t.cn/EGCv2mo\\n@咪咕音乐：\\nhttp://t.cn/EG9u8cc \\u200b不练武术…只打篮球…\\n18连…感谢你我他[摊手][摊手][摊手] \\u200b一见看贴不回的，我就有拉黑的冲动！\\nhttp://t.cn/EG0Qls9 \\u200b哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈哈现在玩狼人杀都流行自曝身份了吗！！！我头都笑掉了！！！[允悲] http://t.cn/EG0G90x \\u200b新年，温馨提示[并不简单][并不简单][并不简单] \\u200b哪怕一晚上就拍到这么一组也是值了！ http://t.cn/EGCgUov \\u200b#烫出了钢丝球的效果# 泡面头烫出了钢丝球的效果 \\u200b#猫眼大明星#独家专访#朱一龙[超话]# 。是什么契机让@朱一龙 饰演《知否》齐小公爷？没有杂念专心去饰演人物，去感受、去体验。更是自曝和小公爷相像之处[偷笑]\\n———“演员的根本就是拍好作品“\\n片尾的萌龙爆料生活小趣事，京城第一美男就很难，无敌可爱+演员魅力，居老师简直不要太帅！快👇正片围 \\u200bWhat The Fu*k http://t.cn/EGoE9PI \\u200b去年一个很火的减脂操30分钟完整版，大家都在练，跳30分钟等于运动二小时，坚持跳的都成功瘦了，你确定不坚持练吗！真的很有用，马住吧！！跳起来不费劲，试了不亏。 \\u200b[加油]http://t.cn/EbbL5ie \\u200b简要说明一下我与 @谷大白话 的合作方式。\\n\\n同为脱口秀爱好者，我和谷大白话很早就在微博认识了。三年前谷大白话邀请我帮他做视频翻译，我明确说过我不做职业枪手。他说他未来会把谷大白话转型成一个团队，把我以团队成员的身份带到前台。当时我希望未来能在影视行业发展，于是同意与他合作。\\n\\n从2016 \\u200b继新说唱后，再一次冠军～请叫我锦鲤😝\\n开玩笑！不是因为幸运，是因为挺齐全战队的每一位真的都付出很多努力！我很荣幸见证你们逐步成长，很骄傲！继续加油！\\n#下一站传奇# @William威廉陈伟霆 @胡海泉 \\nP.S.超越妹妹这张图我P了很久，还是P成像叼了朵花⋯原谅我[泪] \\u200b【税务局会根据房租抵扣信息征税？回应：没接到追征通知】住房租金可以抵扣个税了，但房东却担忧税务部门会根据信息找其征税。对此，记者咨询国家税务总局12366纳税服务平台，客服表示目前没有接到根据专项附加扣除信息追征房租相关税费的通知。专家表示，以担心被税务局追缴税费的理由来阻挠房客抵扣 \\u200b#胡歌是保密局的吧# 胡歌低调亮相超级IP风云盛典，让粉丝也惊喜直呼：胡歌是保密局的吧[笑cry]行走的大长腿，亮相红毯就是惊艳[跪了]\\n#芒果娱乐[超话]# \\u200b我会啦～明天看我的吧！#杨紫瘦time# #明星制片人微计划# http://t.cn/EGKexRG \\u200b#欧阳娜娜 可爱#\\n欧阳娜娜成长记，一个从小可爱到大的小姐姐[米奇比心][米奇比心] \\u200b好的感情一定是会让你变得更好的\\n变得自信 变得温柔\\n变得愿意去发现对方身上的光芒万丈 \\n去呵护彼此的小小心思\\n好的感情是你身边的朋友都觉得你现在的状态可真好啊\\n你说对吧 \\u200b【数百名被拐儿童已救出，名单和照片公布：请帮孩子早点回家！】近日数百名被警方解救的被拐儿童的名单和照片公布了，他们至今仍未找到自己的亲人。他们被拐卖时，有的刚出生几天，可能从未在父母怀中撒过娇，至今不曾感受过爸爸妈妈的爱， 请帮这些宝贝回家！多个转发，多个希望！(中央政法委长安剑) \\u200b#父母做过哪些你觉得很酷的事#  来来来评论见 \\u200b#冬天减肥比搞对象还难# 在这个充满了饥饿感的季节，看到高热量食品根本把持不住[笑cry] \\u200b【分手4个月 她却要帮前男友还贷款 前男友：最近手头紧，后面再想办法补上[并不简单]】#分手4个月帮前男友还贷#去年，家住重庆的龙女士交往了一个男朋友，不到半年就分手了。前男友和她交往期间，曾利用她的身份信息在多个网贷平台上贷款，总金额接近两万元。之前，前男友确实也在按时还钱，但最近几个 \\u200b长者和我谈笑风生。 \\u200b#炎亚纶[超话]# 嘿學妹，流川綸謝謝你們今日的應援～流川楓！流川楓！我愛你！\\n學長要睡了，奈奈 \\u200b【#权健百亿帝国崩塌始末#：从丁香医生起底，到束昱辉等人被刑拘，仅隔14天[思考]】从2018年12月25日@丁香医生 发文起底权健，到12月27日天津市成立联合调查组进驻权健，再到2019年1月7日束昱辉等18人被依法刑事拘留……仅仅相隔两周，进展神速。一分钟带你看完权健百亿保健帝国崩塌全过程。@老板联播  \\u200b燈亮起時  你就在光暈裡\\n幕落下時  你還在我心裡\\n\\n謝謝你  \\n讓我出現在你的自傳裡\\n\\n今晚\\n人生無限公司 No.122 最終場\\n\\n. \\u200b#猪年限定#今天看到的此图小伙伴10秒内转发点赞，往后余生，发财暴富！[色] \\u200b[ 挪威的森林 ]  伍佰 ✕ 五月天\\nmayday Life Tour no. 119 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http://t.cn/EG9Kpis \\u200bhttp://t.cn/EGCD6mNhttp://t.cn/EGC3Ur3#金球奖#红毯上，提莫西·查拉梅认出了自己的中文外号“甜茶”，并喊了一遍[笑cry]来自金球奖官方微博@金球奖GoldenGlobes ，记者@婷的看片房 http://t.cn/EGpaR4T \\u200b【南方人看不懂#北方人晒饺子#！志愿者杀猪为贫困户包饺子，3万个饺子铺室外速冻】5日，黑龙江望奎，一群志愿者连续4年为孤寡老人和贫困户包饺子。他们今年杀了一头肥猪，又买了1000斤酸菜，打算包3万个饺子。他们将刚包好的饺子铺在室外，在“天然大冰柜”中冷冻装袋。@梨视频 http://t.cn/EG95sZU \\u200b1.我跟土人认识很多年。当时我在微博上翻译囧司徒和扣扣熊的脱口秀视频，结识了不少像土人一样的囧叔扣叔粉丝。土人对美国文化很熟悉，是脱口秀粉丝中的佼佼者。所以我俩很聊得来。她毕业后也做过撰稿写影评的工作，但似乎不是太开心，我就说那不如来做我助理吧，帮我翻译脱口秀，影视和科普方面的视频 \\u200b#李诞对张艺兴的吐槽好狠#\\n张艺兴反击李诞这段也挺狠的呢哈哈哈哈哈哈哈哈\\n张艺兴：我是一个很会反击的人[doge][doge]\\nhttp://t.cn/EG9h8PY \\u200b这就是我想象中的冬天生活，朴素的幸福[憧憬] http://t.cn/EGKmyEN \\u200b立刻赞赞赞\\n揪一位小可爱送这款小ck包包\\n记得把关·注也点上，明天就开[米奇爱你] \\u200b复旦女博士教您一分钟读懂“血常规”报告单，家有孩子的可以收藏。 http://t.cn/EGWUgnS \\u200b#会火话题# #胡歌是保密局的吧# 胡歌和吴磊出席某活动时同框，拥抱热聊不断，苏哥哥和飞流的大型回忆杀现场~ \\u200b#下一站传奇# It never ends.[米奇比心][米奇比心] \\u200b工作中你学到，最深刻的经验教训是什么 _____________________________ \\u200b\\u200b\\u200b若果\\n一點光代表一點力量\\n這一萬多點光集合在一起\\n足以改變我的生命\\n是你們把我填上顏色\\n是你們給我信心和力量\\n\\n你們 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\\u200b【今天，发条微博，缅怀这位老人】①祖籍浙江宁波，1907年生于上海；②50年代末，他在香港创办邵氏兄弟公司；③长期捐助内地教育事业，累计达到30亿元；④30年，上万座“逸夫楼”，他留下的慈善精神遍布神州。2014年的今天，邵逸夫离世。“每个人的心里都有一座逸夫楼”。转发，缅怀！ \\u200b#朱一龙[超话]# 衡衡太惨了[悲伤][悲伤]…沈家全员陪你[抱抱][抱抱][抱抱] \\u200b在長沙怎麼都要嘬一碗粉吧[馋嘴] \\u200b【真好[good]】@我爱思想精髓 ：晚上空荡荡的北京地铁上，一位疲惫的母亲怀抱着熟睡的孩子，怕弄脏了座位，就把自己的背包垫在孩子的脚下。。。[心] \\u200b张雨琦女士和袁巴元先生这一对，是我最欣赏的一对明星（前）夫妻\\n\\n为什么这么说？\\n\\n因为接地气\\n\\n两人是一言不合就大打出手\\n\\n我骂你狐臭劈腿女\\n\\n你骂我欠钱软饭男\\n\\n整个过程刀光剑影酣畅淋漓\\n\\n如同无数世俗夫妻烟火味爆棚\\n\\n绝不搞：\\n\\n1 暗地里离了婚，为了圈钱还得对着公众秀恩爱那一套\\n\\n2 为了孩子我才 \\u200b#金球奖# 第76届金球奖吴珊卓凭借《杀死伊芙》获得剧情类剧集最佳女主角！她是首位获得该奖的亚裔演员，也是今晚的主持人！太棒了！期待第二季！ \\u200b疯狂的外星人来到婉约秀气的杭州，神奇的化学反应就这么来啦[耶]最后的图捏了个@沈腾  以表感谢[偷笑]😝😝 #疯狂的外星人初一见# \\u200b橘朵试色视频来啦~\\n非常秋冬显气质的颜色~\\n评论里揪10个宝宝送橘朵口红💄\\nhttp://t.cn/EGKEIDF http://t.cn/EGKEQZQ \\u200b#2018阅文超级IP风云盛典# 今天开了嗓 1.13别忘了看东方卫视🙃 \\u200b嘿嘿[嘻嘻] #赖床带来的好处# \\u200b这两天一直在捋\\n为纪念这个不可再来的跨年\\n也为或许在等的你们\\n可是\\n捋出千言万语\\n反反复复\\n却还是决定把它们埋起来\\n很抱歉\\n因为我觉得\\n他的好不需要旁人细节讲述来证明什么\\n而爱他的你们更不需要这些来相信什么\\n有作品有诚意有口碑\\n有理解有信任有默契\\n就够了\\n对于疯言疯语\\n会自有报应吧\\n和他一样\\n做 \\u200b【阿里官方回应股权调整：不影响阿里巴巴合伙人机制】阿里巴巴回应#马云转让出清淘宝股权#，称不涉及阿里巴巴集团层面的股权调整，也不影响阿里巴巴合伙人机制，马云仍将担任阿里巴巴合伙人，并继续在阿里巴巴合伙人机制中发挥重要影响力。http://t.cn/EGO6r4u \\u200b哈哈哈哈我究竟看了什么[doge][doge]！ http://t.cn/EGi2C72 \\u200b\\u200b\\u200b螞蟻競走運動項目創始人，我✨（驕傲）\\nhttp://t.cn/EG9Kzxr \\u200b校霸被老师爆打看着好可怜惹[允悲] \\u200b用意念吃火锅，评论区开始点菜吧。\\n我先来：一盘鱼豆腐！\\n\\n#穷人的娱乐方式# \\u200b我旁边这位最近很火 同时做了蔡依林跟我的新专辑音乐制作人 他不是别人 他叫@StarrChen-陈星翰 \\u200b#李诞对张艺兴的吐槽好狠##张艺兴表情管理# 张艺兴说自己来《吐槽大会》是想直面大家的批评，好让自己保持清醒。面对“流量”他说最重要的是balance。自嘲是一个表达能力有问题又喜欢表达的人，不过他说自己说了就会抗到底，把音乐市场震动一下也不是说说而已，毕竟“如果你跟我一样吹了这么猛的牛，你 \\u200b#阎肃妻女起诉阎肃儿子# 1月7日，@北京海淀法院 发布案件播报称，因对阎肃音乐著作权收益分配比例无法达成一致，阎肃妻女将其子诉至法院，要求对被继承人阎肃的音乐著作之财产权进行析产，判令李老太享有三分之二，阎女士享有六分之一。日前，海淀法院已经受理了此案。http://t.cn/EG0wg5I \\u200b叫我雪茄先生👻 \\u200b这图可以说是p得很到位了[作揖]白莲女团[作揖][作揖]#顾二叔终于看清曼娘真面目##小秦氏演技太厉害##电视剧知否知否应是绿肥红瘦# \\u200b今天要做一只活力满满的锦鸭 转发@活力伊利 置顶微博 说出你的2019成长心愿 说不定会实现哦 #2019家满活力# \\u200b早安，早起的人们⋯⋯愿新的一周点赞派的众亲赚大钱！🙏🙏🙏 \\u200b体验生活，岗什卡 \\u200b@李诞  你的稿子不行，没说到点子上，我给你写一个作为参考。\\n大家好我是李诞，今天吐槽大会最后一期，我们请来了方文山，沈玉琳，欧阳靖，欧阳娜娜，孙艺兴，哦对不起，张艺兴，一个让人始终无法记住名字的顶级流量。大家有没有发现，你虽然记不住他的名字，但是他下跪，吃草，日地，摸人屁股，抠图拍 \\u200b#欧阳娜娜 可爱# 一害羞就捂嘴，从小到大都没变的可爱～ \\u200b米津玄師——lemon [doge] 唱的不错哦 http://t.cn/EG9HtVn \\u200b应安排 以到达候机室🙏 \\u200b#清华奖学金答辩会 神仙打架#这个太厉害了！清华大学特等奖学金于1989年设立，是学校授予在校学生的最高荣誉。该奖项每年奖励表现最突出的二十名在校学生，其中本科生十名，研究生十名。\\n 特等奖学金用以表彰全面发展、综合素质优秀；或者在某一方面具有突出表现或成绩，在学生中发挥良好的引领示范作 \\u200b#王晰[超话]# 谢谢你们！我的铁铁们. \\u200b听 …海浪的声音…🌊 \\u200b我要疯了 我膨胀的要死 过气网红在线回光返照 \\u200b[#本月的BTS#] 我们ARMY得人气奖啦🏆🌹\\n#云村人气王ARMY##投票辛苦了ARMY# \\u200b【#仙女寝室覆灭记#后续：当事人已写检讨，或将面临校级处分】1月5日，江西师范大学几名研究生打造“仙女寝室”的视频引起@中国消防 @江西消防 @南昌市消防支队 的关注。消防蜀黍说：没有隐患？学生宿舍属于人员密集场所，不得随意乱接电线，擅自增加用电设备。随后该宿舍装饰被拆除。据中青网消息，6 \\u200b“这就是生命的轮回，有人来，有人去。”\\n#山下学堂#\\n2018新人班毕业大戏《冬天的葬礼》一共5场，今天圆满落幕\\n感谢戏剧\\n让年轻的你们绽放\\n在未来 \\u200b张艺兴为啥要去吐槽大会，感觉他很痛苦，是那种逼自己面对的痛苦，就像恐高症患者硬要过透明玻璃栈桥，恐水症患者强迫自己游泳。\\n我在新西兰蹦极地方挣扎很久，终于想通，人生也不一定要事事都勇敢面对，做一个鹌鹑也可以的。 \\u200b英国版王思聪？身价近千亿，英国女王都住他家的地，家族企业遍布全世界，还是乔治小王子的教父，热心公益和慈善。。。他就是第七代威斯敏斯特公爵Hugh Grosvenor，感受一下这位英国贵族。（by胡椒视频）http://t.cn/EGxj1CD \\u200b\\u200b\\u200b#为什么小公爷不是男主#别问为什么了，人家男女主官配天生一对锁死了用别人瞎操心吗。小公爷给我哭，给我签婚书，给我“要风得风”，给我升官发财。 \\n\\n对于齐衡这个人物，朱一龙是有自洽的表演逻辑的。他不是一个刻意悲情的角色，他本应是追求美好爱情的美好年轻人，但恰恰成为那个时代枷锁的受害者。 \\u200b西安人民太幸福了！！此刻我已经神魂颠倒了…[馋嘴] \\u200b2018年《人物》杂志的年度人物之一杨超越\\n这本国家级权威杂志，创刊数十年头次封面人物全选用女性，这不仅仅是对杨超越自身所展露的品质与身肩的关注的肯定，更是对我国女性对社会推动所作出的贡献的肯定。\\nhttp://t.cn/EG0IRVs \\u200b#张艺兴表情管理#被张艺兴的表情可爱到[笑哈哈] \\u200b朱一龙专访：#朱一龙[超话]# 《新闻当事人》采访第一部分：破冰者，宝藏男孩朱一龙。\\n谈跨年演唱歌曲《男孩》\\n@朱一龙 ：有些紧张，唱歌其实是对我有难度的，毕竟没有经历过专业的训练。\\n谈《知否知否应是绿肥红瘦》齐衡小公爷：\\nA：很孝顺父母、知礼数的一个角色。齐衡看似是很完美的角色，但他其实是 \\u200b看到这个求助脑袋里嗡的一下\\n一个是不敢相信大环境已经糟糕到这种程度\\n另一个是为这位年轻女孩的健康忧心如焚！随着时间的推移，引产手术的风险也会越来越大\\n希望能有熟悉当地情况的朋友帮她们指条明路[泪][泪][泪]\\n\\n＝＝＝＝＝\\n\\n当事人更新：见图2。我当时向投稿人询问坐标和具体信息，是为了向熟悉当 \\u200bTC Candler#亚太区最帅100张面孔#  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\\u200b有点紧张，但总算是开口唱了[doge]  \\u200b-\\n一日两箸三餐 \\n四季五味流转\\n\\n20190106 锋味西安路透  白宇高清1P \\u200b最近🐟🐟🐟 \\u200b人生总是这样，错过了就再也回不来了。\\n1\\n\\n一对情侣，相爱了七年女孩想结婚，可男孩还没玩够，两个人为此争吵不断，终于分手。分手之后，男孩才发现自己无比想念女孩，每天的日子都无法忍受，于是他买了最漂亮的戒指，摆了一地的鲜花，跪在女孩下班的路上，向她求婚，好多人都停下来，等待着一场好戏， \\u200b#宋茜[超话]# 直拍！绝美宋茜[舔屏]跳舞的时候简直让人移不开眼睛[心]本人脸超小，身材超好！[羞嗒嗒][羞嗒嗒][羞嗒嗒] http://t.cn/EGCCBv8 \\u200b#2018阅文超级IP风云盛典# [给你小心心] \\u200b对前期网络出现的反映我关关员管兆津生活作风问题的有关情况，大连海关立即对当事人停职并开展调查。在履行对管兆津的党纪、政纪处分和组织处理过程中，又收到反映“管兆津包庇协助走私、贪污受贿”等新的问题线索和网络反映，大连海关高度关注，已决定按照纪检监察工作程序要求将上述问题线索予以合并 \\u200b刚做好的火锅和米饭，还没来得及拍照炫耀呢，突然掉下来一大块墙皮……天降正义[允悲] \\u200b#什么菜才是真正的米饭杀手# \\u200b谢谢你们的支持🦁✨ \\nIt\\'s my energy...🔥🔥 \\u200b其实实现不了财务自由、能实现时间自由也是好的。尤其中年以后，只要家里老人随便生个病，你就知道不用打卡坐班是多么值得感恩的事。 \\u200b每一个周末，我俩都在带孩子，他带大的出去，我带小的在家，我带大的出去，他带小的在家。大小两只都在家，就一起看着。\\n\\n我俩现在所谓的属于“自己的时间”完全没有。周一到周五也是进家门接过孩子，就到第二天早晨了。\\n\\n我跟老公科普过，陪伴孩子的时间，就是现阶段的属于自己的时间，所以得好好珍惜 \\u200b#石原里美戴啥都好看##石原里美[超话]#试戴贝雷帽的片段也太好看了吧，各种颜色都能hold住，这什么神仙颜值[色][色]话说戴啥都好看的人也太费钱了[允悲]你种草哪个颜色的帽子？！#美女戴贝雷帽 我戴贝雷帽# http://t.cn/EG97f8t \\u200b#打开体检报告所需要的勇气#【2019，别拿身体不当回事！速转#体检报告阅读指南#[围观]】#打开体检报告所需要的勇气#[吃惊][吃惊]你会看体检报告吗？新的一年，做各项计划的时候，千万别忽视了健康。每次体检后，拿到报告单总一脸茫然？尿酮体、胆固醇、甘油三酯…这些指标都是什么意思？出现升高或降低 \\u200b写了一篇非常非常长的文章《穷养与富养：为什么现在养个孩子那么难？》。\\n\\n自己总结个太长不看版——\\n\\n1️⃣ 家长认为“育儿责任”包括哪些？\\n\\n富养：认为家长的首要职责，是确保孩子的天赋得到发展。\\n\\n穷养：认为家长的首要职责，是给孩子提供物质照顾和精神抚慰。\\n\\n2️⃣ 孩子的课余时间怎么安排？\\n\\n \\u200b#张艺兴表情管理##李诞对张艺兴的吐槽好狠##李诞吐槽张艺兴太狠#《吐槽大会》上@李诞 吐槽张艺兴@努力努力再努力x 的人设、小绵羊的眼神实在太可怜了，张艺兴你要记住你已经是一个成熟的小羊了，怼回去！[爱你] http://t.cn/EG9XCzD \\u200b【2019年个人所得税怎么算？多发一块会少得千元吗？李永乐老师讲年终奖盲区】点开看看吧！这个视频与你切身相关！ http://t.cn/EGpj4ZU \\u200b看图：阿里系和腾讯系到底有多强大！ \\u200b谢谢大家！谢谢长沙！我们腻牛见[心] \\u200b要給世界最悠長濕吻的 @蔡健雅 也能進階成功嗎？#林俊杰进阶绕口令# #林俊杰进阶# http://t.cn/EGKkDsD \\u200b十号更新骑骆驼视频！想看的点个赞！ \\u200b附上年底大掃除吉日吉时（图一）。若去年是运气好的朋友，应该從门口掃入屋内，留住旺气；若然去年运气不理想，由屋里面掃往屋外，再以柚子葉煲水，抹抹家中每个角落，去除晦气；除了清除雜物，同时亦可扔掉一些传统上認为是藏穢气或不吉利物品，如门垫，舊鞋，藥物等，令新一年气运更好，健康更佳。 \\u200b#会火娱乐快报# 【#林永健点赞吴珊卓获奖# 】第76届#金球奖# ，吴珊卓凭《杀死伊芙》获得剧情类剧集最佳女主角！成为第一个获金球奖剧情类视后的亚裔。随后，林永健点赞了吴珊卓相关获奖消息。据悉，早前两人因容貌相像引起热议。[哈哈] \\u200b分享图片 \\u200b早安 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\\u200b今天最大的惊喜，现在还在心跳[愛你][愛你][愛你]真老公拍的和你们的“老公“，谢谢@胡歌 ，美好的夜晚[可愛]  \\u200b【#大年初一廉政风云#发布“打虎行动”版预告】腐败阴谋显得愈发扑朔迷离。出逃与卧底 ，神秘的“大老虎”究竟想要什么？@张家辉 正邪难辨，@刘青云 重拳反腐举步维艰，他们的命运将何去何从？春节档最关乎人民利益的反腐巨制即将来袭，惊天大案，你准备好了吗？http://t.cn/EG9Ivo1 \\u200b【圆桌时光派】文涛与@陈晓卿、@蒋方舟、@马家辉在香港 聊“时光”，第一集1月7日凌晨零点（今晚24点）优酷会员抢先看，1月8日凌晨零点所有网友都能看；第二集1月10日凌晨零点优酷会员抢先看，1月11日凌晨零点所有网友都能看。敬请期待[可爱]#窦文涛圆桌派# \\u200b#打开体检报告所需要的勇气#医院可能是最能检验人性的地方！网友的评论真的太真实了[伤心] \\u200b#炎亚纶[超话]# 嘿～各位，我們在回酒店路上囉，天氣冷快點回家。\\n辛苦啦[心][心][心][心][心][心][米奇比心][米奇比心][米奇比心][米奇比心][米奇比心][米奇比心]\\n\\n愛你們\\U0001f970 \\u200b听说盒马鲜生落户大拇指广场，离金狮也不远，赶紧来打个卡，活的波士顿龙虾89一只，大闸蟹12.8一只，交点加工费就可以在就餐区大快朵颐。不过刚开业人太多了，乌泱乌泱的很嘈杂，购物的体验就差很多。我们仓促吃完买了些牛奶水果就回家了，希望青岛多开几家盒马的连锁店吧，可以为市民带来更多的实惠！ \\u200b今天华为正式发布由我们自主研发的，目前业界最高性能ARM-based处理器——鲲鹏920（Kunpeng 920），创造计算性能新纪录！今天同步推出的还有基于鲲鹏920的TaiShan服务器和华为云服务，华为将从硬件、基础软件和应用三个层面发力，积极构建开放、合作、共赢的ARM生态环境！[作揖][作揖] \\u200b一切都会消逝\\n一切又都会卷土重来\\n得失心太强\\n会累\\n不如静下心来想想\\nwhat makes you so special \\u200b【#艺术升垄断报考#？学生狂吐槽】有学生称，“艺术升”垄断了艺术生十几所院校的报考通道，但其用户体验却非常不好，在今天的报名中，艺术升崩溃了，学生无法报名，致使#70万艺考生丧失报名资格#？学生称，艺术升的vip卡，单价598元，但体验也非常不好。你怎么看？你报名成功了吗？[思考] \\u200b看到有妈妈说点开我的微博，太多孩子的消息，实在没办法承受，取关了。\\n\\n米粒妈特别能理解，每一次在鬼门关前抢孩子，晚上也常常难受的睡不着。\\n\\n米粒一点点小毛病，我就心疼极了，将心比心，这是再难承受，也没有停止希望能救一个是一个的决心。\\n\\n世间为什么有亲情这么美好的关系，又为什么有亲情这么 \\u200b马云，了不起的人物[good] \\u200b#知否预告# 赵丽颖、朱一龙《知否知否应是绿肥红瘦》知否21、22预告：郡主没有给齐衡提亲，是让小公爷认盛家的妹妹为嫡妹妹？[拜拜]\\n祖母让明兰认小公爷做嫡哥哥\\n明兰：兄长在上请受小妹礼拜，小公爷心里不是滋味[泪]\\n知否19、20 http://t.cn/EG9dpA8 \\u200b好戏才刚开始，坚定持有翻倍不是梦，口号喊起来[给力][给力][给力] \\u200b1、丁克的老年人，很有可能会出现生活没有希望，丧失精神寄托的情况。\\n\\n2、丁克老年人的储蓄，要面临法币滥发引发的通货膨胀的巨大风险。\\n\\n3、而且对于一个女性来说，选择丁克生活的风险，要大于一个男性这样做的风险。 http://t.cn/EGpbZ1T \\u200b不得不说#石原里美戴贝雷帽也太好看了#！回顾女星打扮，贝雷帽真的是女星最爱帽子没有之一，当然#美女戴贝雷帽 我戴贝雷帽# \\u200b的区别可能就出在脸上[允悲] \\u200b五官中最满意的是哪部分 请晒一下 \\u200b#朱一龙[超话]# [爱你]#朱一龙2019相伴相守# \\n新闻当事人专访官方完整版本。朱一龙真的很好，每次看专访都是一种享受，感觉整个人都要跟着沉静升华的感觉。就真的特别喜欢看他的专访，我是专访入坑的[加油][加油][加油]有一起的吗？？\\n@朱一龙 http://t.cn/EG9SI5z \\u200b“这个世界很棒，你想要的，它全都有。” \\u200b#朱一龙[超话]# 凭什么只有他像个笑话。 \\u200b本瞎已退团，二叔准备去营业搞事业了[酷] \\u200b最反感这种狗仗人势，还有这些明星什么玩意，好像商场是你们家开的，太特么把自己当回事，考虑过正常逛街的人没有？竟然那么怕死，就别出来，回家先学会如何做人先[鄙视]http://t.cn/EGOzAgj \\u200b中国股市底部已经到来 http://t.cn/EGOhXFq \\u200b妈，顺毛顺错地方啦！ \\u200b我真的被这波操作笑死了，复联各位主创亲自演示，什么叫实力尬吹彩虹屁！\\n\\n当小朋友们画的漫威形象实在是看不出来是啥，为了不打击小朋友们，那也要强行夸起来[笑cry] \\u200b#读史知天下[超话]# 狼牙山五壮士跳崖后，追踪五壮士的日军小队长被深深震撼，他叫茅田幸助，他命令士兵对天开枪，打光全部子弹，摘下军帽，深深鞠躬。但这一幕被人举报了。茅田幸助被撤职押回国内受审。军事法庭判其终身监禁。茅田幸助被终身流放到一座荒岛上，只给了他半年粮食和一把佩刀。茅田幸助 \\u200b《3年A班 -现在开始，全员人质-》中日双语01回：http://t.cn/EGN00zi [菅田将晖/永野芽郁/片寄凉太/川荣李奈/上白石萌歌/萩原利久/今田美樱/福原遥/神尾枫珠/铃木仁/望月步/堀田真由/富田望生/佐久本宝/古川毅/若林时英/森七菜/秋田汐梨/今井悠贵/箭内梦菜/新条由芽/日比美思/三船海斗/横田真悠/大原优 \\u200b今年都给我笑！ \\u200b#2018年度渣男#\\n1-9级渣男等级对照表，你身边有这种渣男吗？ \\u200b【2018外网萌狗盘点】感谢狗狗给我们带来的快乐和温暖啊~[米奇比心](bgm：The Brazen Youth  YTB: WeRateDogs) http://t.cn/EG9PMGX \\u200b认真如我 \\u200b猎鹰9号发射时的长曝光照片。火箭的路径和水中的倒影，仿佛把空间分割了一般......cr:johnkphotos \\u200b竟然轮流偷看阿强洗澡[并不简单] \\u200b@黑猫警长Giao哥 认识新朋友很开心，还拍了视频[坏笑] \\u200b#初恋邀请你参加婚礼#发现结婚对象你现任的妈妈..... \\u200b今晚最后一条说说兴兴卖惨这件事。\\n其实洗白大会的老观众都知道，这节目就是吐槽着开玩笑的。\\n兴兴的承受能力太差了，一直尴尬难受的表情看的我都浑身不舒服。实在是太玻璃心了。\\n\\n其实兴兴根本没有到全网黑的程度。\\n我们大家一没辱骂他，二没编料跟风黑。\\n我从兴兴粉丝那里搬运综艺视频采访视频，发兴 \\u200b全国所有城市的监管部门都必须动起来，去严打坑害老百姓的骗子神药，把那些传销骗子组织者都抓起来，依法严惩！哪个市不动，这个市长就不称职，就不是真正为老百姓谋福祉的市长，就是人民的敌人！ \\u200b两个人的感情真的就是两个人的事情。拿出来晒和拿出来撕，都挺没意思的。爱情就像是两个人发现了一瓶蜂蜜，拿勺子你一口我一口偷偷吃，根本不想去跟别人解释有多么甜蜜。若感情真到了尽头，又何必拿出最不堪的一面示人，像是在展示呕吐物，其实没有人真的同情都是在看笑话罢了。\\n#张雨绮回应# \\u200b[太阳] \\u200b知否预告 #赵丽颖[超话]# #朱一龙[超话]# 【《#电视剧知否知否应是绿肥红瘦# 》第21-22集抢先看！——小公爷让母亲去提亲   母亲却让小公爷认明兰做亲妹妹！明兰含笑拜齐衡：“兄长在上，请受小妹礼拜！”】\\n我们纯真的小公爷啊，这下被彻底断了念想，要提亲的六姑娘成了亲妹妹！\\n小公爷满心欢喜等着母 \\u200b我在观复嘟嘟里讲过保罗-盖帝，我最后说如果到美国洛杉矶的话，一定抽出半天时间去一下山顶上的盖帝博物馆，美不胜收，人生难得的艺术享受。我录观复嘟嘟时全凭记忆，但这次又去发现两个记忆错误，一是保罗～盖帝的雕像是头像不是全身像，二是盖帝博物馆里还是有很小数量的中国外销瓷。在这里向各位致 \\u200b15句戳心的网易云音乐热评 [伤心]\\n\\n1.你永远不知道那些一见你就会笑的人有多喜欢你\\n\\n                     ——《close your eyes 》\\n\\n2.曾经有个人说要保护我，可后来的大风大浪都是他给的。\\n                    \\n                        ——《遥不可及的你》\\n\\n3.“爱你的人和你爱的人你选那个？” \\u200b【#全中国吃过最多水果的男人#】1988年出生的杨晓洋，新加坡留学，曾是一名工程师。2013年，他不顾家人反对，辞职跑到山里做水果猎人，穿梭在雨林中猎寻水果，至今已去过大小几百个雨林，吃过600多种水果。每拿起一个水果，就能说出它的所属科目，简直是一本活的水果百科全书。http://t.cn/EGpb0t2 \\u200b直接赞赞赞赞！！\\n揪一位幸运鹅 送这支Mac 316💄\\n一定要关.注我呀！明天开✨ \\u200b\\u200b\\u200b李诞应该是今晚吐槽大会上最狠的人了，把张艺兴的努力人设还有音乐成绩都吐槽了一遍，连“莲言莲语”都来了，这么拼吗！感觉张艺兴脸色都变了。[哆啦A梦吃惊] http://t.cn/EG9CKPU \\u200b长者问我在干嘛，我说原来的买卖不行了，股票也赔个底儿掉，重新回媒体搬砖了。他瞪着牛大的眼睛吼道：叫你买房你不买，叫你买小户型的学区房你不买，你活该！然后，一仰脖子呵呵大笑起来。 \\u200b《Fudge》2019.1月号，街拍特集，巴黎&伦敦女孩的日常风格。 \\u200bOMG！有人喊Timothée Chalamet “甜茶”，甜茶马上听出来了，马上回应 - http://t.cn/EGpmYag \\u200b我媳妇问我，在我们感情遇到问题，吵架后，你想过离婚吗？\\n我说，想过。\\n我媳妇问，几次？\\n我说，每一次。\\n我媳妇问，为什么不直接去民政局离了？\\n我说，民政局附近没啥好吃的饭店。\\n\\n我媳妇问，这都啥关系？\\n我说，你自己什么人，你心里没数吗？要是那里没有好吃的饭店，你能去？以前上班的时候，人事 \\u200b知否预告 知否21 22预告（网络版） 赵丽颖冯绍峰朱一龙知否知否应是绿肥红瘦预告 郡主没有给齐衡提亲，却让小公爷认盛家的妹妹为嫡妹妹[伤心]明兰和祖母离开汴京？小公爷前来道别【我一直都惦记你】~明兰落水戏来了，顾二爷救了明兰 心疼明兰啊[泪]\\n明兰：我明白小公爷的难处，大约是福分浅，小公爷不 \\u200b今日大凶，犯太岁日诸事不宜 。\\n宜拆卸  扫舍 ；不宜安门  开业  开仓  出财  求财 🙏 \\u200b\\u200b\\u200b\\u200b\\n肖鸡，肖牛，肖羊，肖猴，肖鼠，肖虎的人运势较为顺畅 。\\n转走祥瑞之兽， 镇宅  辟邪  挡煞     #祈福许愿# \\u200b#幕后之王# 郁海伦今晚上线，有没有人想来星天娱乐工作的，举手示意下，今晚在线看简历。[握手] \\u200b【YouTube】在昨日(6日)进行的<第33届金唱片>中#防弹少年团[超话]# #金泰亨[超话]#亲切的为缺少座位的nuestw搬来椅子,还不忘把椅子搬回原位.这么暖心的爱豆到哪里找啊,为金泰亨点赞~ http://t.cn/EG0rVP7 \\u200b虽然我自己算半个不婚主义，但还是挺羡慕那些25岁之前不因为任何外界原因，自主选择这么早就结婚的朋友的。因为我认识多数朋友或者同学25岁前就结婚的原因大概率是女方怀了宝宝。也不是说「怀孕才结婚」这么无可奈何，怀孕是意外，安定下来的心已经有了，就这么顺水推舟的走入了婚姻。\\n但是25岁前自主 \\u200b#猪年限定#小姐姐头像第二波！\\n用上了记得给老妹儿来个转花呀！\\n头像是给大家用的福利，\\n是给喜欢我们的人的福利。\\n不是不是让小X书和X音、营xiāo号什么玩意的\\n赚取流liàng和广gào的。\\n盗版更是给我退散退散退散！\\n#丁小点漫画[超话]# \\u200b穿很多衣服吧? \\u200b【2019年，《足球俱乐部》正式休刊[悲伤]】\\n我们关于足球的记忆，都始于一个星光熠熠的时代。\\n现在，要和这本陪伴我们度过25个年头的老朋友，说再见了。 \\u200b今晚八点 不见不散。（新年第一哭准备好） \\u200b发表了博文《泡沫再起，春季攻势目标2900点！》泡沫再起，春季攻势目标2900点！一切都在按照预期在进行，2018年最后一篇文章，我提出了2019年的展望就是8个字：新低，拉升，下探，崩盘。目前第一个http://t.cn/EG9C9t7 \\u200b赞赞赞！\\n揪一个宝送m.Ac新春限定小辣椒！\\n点上关主，明天开！ \\u200b【  众志成城 …  】 \\u200b1月7日，看盘笔记\\n\\n今日，早盘将高开，盘中高走—回落—再高走，然后震荡，尾盘收阳概率大，喜庆的一天。 \\u200b想说的太多又不知道从何说起因为经历了太多，那就献上简陋的年度爱用吧，准确的说是下半年度，上半年爱用啥我都不记得了，时而专情时而渣男的我。工作原因几乎每天在试不同的东西所以想用出点痕迹真的太难了\\U0001f97a 但提到的基本都是出门会想着带在化妆包里的宠妃们 2019 继续爱化妆品的新一年 \\u200b昨天Q China 2018年度音乐盛典，#冯提莫和3unshine粉丝battle# 现场喊的撕心裂肺，这一波打call太6666http://t.cn/EG925Tp \\u200b评论抽五个，每人送一箱草莓牛奶🙃🙃🙃🙃下周一开奖 \\u200b“我家的羊为什么这么蠢？？？” http://t.cn/EGOxmCh \\u200b赖冠霖开ins啦히히히히！！！！！！！ \\n“我赖冠霖将会战胜任何一切的难题”💪！ \\u200b喜鹊来报喜，好事必登门 \\u200b\\u200b\\u200b~ 转发者一个月内定有好运[心] \\u200b\\u200b\\u200b\\u200b\\u200b如果说2018还有什么小美好，就是认识了这只世界上最可爱的小蜘蛛——Lucas[米奇比心]\\n卢卡斯至今为止所有的小视频都在这啦，14集。这一整年我们也算是看着他成长的叔叔阿姨了，从他讲话呜哩呜哩的口水音，到现在吐字清晰的小奶音。#最可爱小蜘蛛Lucas# \\n感谢动画制作人Joshua 和给他配音的小可爱侄子 \\u200b来严肃地八卦一下张雨绮类型女明星。\\n\\n写“鲁滨逊漂流记”的笛福曾经写过一个奇特女子“罗克萨娜”，十八世纪一个美貌的女子，因为贫穷做了房东的情妇，后来一路当了珠宝商的情妇，国王的情妇，之后又离开国王找了很多情人，罗克萨娜的理论是，女人和男人一样，生而自由，不能结婚，结婚就放弃了很多， \\u200b蓝色的济州岛，天气很好，风也很大，金老师也很认真[可爱]\\n#恋上冬日# \\u200b广电总局12月电视剧变更通报发布：\\n#易烊千玺[超话]# #雷佳音[超话]# 《长安十二时辰》60集变更为26集，#王大陆[超话]# #李沁[超话]# 《狼殿下》48集变更为58集，#张若昀[超话]# 《庆余年》52集变更为46集，#李晨[超话]# 《七日生》24集变更为32集，#刘涛[超话]# 《拼图》40集变更为52集，新版《八月未 \\u200b下一篇轮到天秤座了。\\n可能所有人都觉得天秤就是一个老好人，不懂拒绝，没什么脾气，很少表达自己的主观意识。\\n但实际上，不懂拒绝并不代表接受了，在绝大多数时候，天秤的礼貌客气和亲近都只是一种本能反应而已。\\n就是只要不讨厌，他就是这么一副好相处的样子，跟谁都这样，并不是特指你。\\n正因为这一 \\u200b#女人的友谊 共同讨厌的人# 如果你也讨厌我讨厌的人 好了姐妹 干杯[干杯] \\u200b我，出门六天，胖了8斤，没有比我更惨的吧[失望] \\u200b有试过三只猫一起跳上你的膝盖么？#今日发猫# \\u200b#脂肪的好处# \\n【脂肪不但有好处，脂肪还分“好脂肪”与“坏脂肪”】\\n❤什么是好脂肪？\\n好脂肪就是“不饱和脂肪”，具有好脂肪的食物有“鱼”、“蛋”、“鲑鱼”、“鲭鱼”等鱼类，“橄榄油”、“亚麻籽油”、“鱼油”、“核桃”、“腰果”、“牛油果”都含有这些“好脂肪”。\\n好脂肪可以为人体提供的 \\u200b\\u200b\\u200b\\u200b创意水果拼盘，可爱到舍不得吃 ！\\n#没卖出去的水果下班回家# \\u200b#欧阳娜娜 可爱##张艺兴表情管理# 欧阳娜娜在吐槽大会回应炒cp说“弄得我都不敢跟人同框了”，其实我一直觉得她只是cp体质[允悲]看节目就是一个被吐槽演技时害羞捂脸笑，吐槽张艺兴e不发音被“吓得”各种道歉的普通小姑娘，和沈玉琳的“康熙组”互动时都快被圈粉了，太乖了吧！ http://t.cn/EG9jIWQ \\u200b课代表带你们更新一下知识：被李晨送过石头后来嫁兵哥哥的是张馨予，经常演硬汉演大将军的是张涵予，王思聪前女友是张予曦，第一届超女唱酸酸甜甜的是张含韵，演南方有乔木的是张艺馨，跳舞特别讲究balance的那个是张艺兴，袁弘媳妇即将生娃的是张歆艺，教你识别碎钻和前夫分了合合了分的是张雨绮。 \\u200b'"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "str_data = ''\n",
    "for i in range(df.shape[0]):\n",
    "    str_data = str_data + str(df.iloc[i,4])\n",
    "str_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Building prefix dict from the default dictionary ...\n",
      "DEBUG:jieba:Building prefix dict from the default dictionary ...\n",
      "Loading model from cache C:\\Users\\luopan\\AppData\\Local\\Temp\\jieba.cache\n",
      "DEBUG:jieba:Loading model from cache C:\\Users\\luopan\\AppData\\Local\\Temp\\jieba.cache\n",
      "Loading model cost 0.652 seconds.\n",
      "DEBUG:jieba:Loading model cost 0.652 seconds.\n",
      "Prefix dict has been built succesfully.\n",
      "DEBUG:jieba:Prefix dict has been built succesfully.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cn\t150\n",
      "http\t146\n",
      "张艺兴\t70\n",
      "超话\t62\n",
      "知否\t38\n",
      "2019\t34\n",
      "小公爷\t34\n",
      "朱一龙\t34\n",
      "李诞\t30\n",
      "米奇\t26\n",
      "吐槽\t24\n",
      "2018\t24\n",
      "比心\t24\n",
      "允悲\t20\n",
      "权健\t20\n",
      "##\t20\n",
      "可爱\t20\n",
      "视频\t20\n",
      "cry\t19\n",
      "doge\t19\n",
      "一个\t18\n",
      "努力\t18\n",
      "齐衡\t17\n",
      "孩子\t16\n",
      "金球奖\t16\n",
      "今天\t15\n",
      "贝雷帽\t15\n",
      "娜娜\t15\n",
      "音乐\t14\n",
      "这么\t14\n",
      "哈哈哈\t14\n",
      "真的\t13\n",
      "报名\t13\n",
      "点赞\t13\n",
      "明兰\t13\n",
      "大家\t13\n",
      "什么\t13\n",
      "脂肪\t12\n",
      "自己\t12\n",
      "拜拜\t12\n",
      "石原\t12\n",
      "艺术\t12\n",
      "转发\t12\n",
      "粉丝\t11\n",
      "欧阳\t11\n",
      "今晚\t11\n",
      "就是\t11\n",
      "18\t11\n",
      "微博\t11\n",
      "胡歌\t11\n"
     ]
    }
   ],
   "source": [
    "import jieba.analyse\n",
    "tags = jieba.analyse.extract_tags(str_data, topK=50, withWeight=True)\n",
    "label = []\n",
    "attr = []\n",
    "for item in tags:\n",
    "    print(item[0]+'\\t'+str(int(item[1]*1000)))\n",
    "    label.append(item[0])\n",
    "    attr.append(int(item[1]*1000))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
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       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [],\n",
       "            \"selectedMode\": \"multiple\",\n",
       "            \"show\": true,\n",
       "            \"left\": \"center\",\n",
       "            \"top\": \"top\",\n",
       "            \"orient\": \"horizontal\",\n",
       "            \"textStyle\": {\n",
       "                \"fontSize\": 12\n",
       "            }\n",
       "        }\n",
       "    ],\n",
       "    \"animation\": true,\n",
       "    \"color\": [\n",
       "        \"#c23531\",\n",
       "        \"#2f4554\",\n",
       "        \"#61a0a8\",\n",
       "        \"#d48265\",\n",
       "        \"#749f83\",\n",
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       "        \"#bda29a\",\n",
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       "        \"#6950a1\",\n",
       "        \"#918597\",\n",
       "        \"#f6f5ec\"\n",
       "    ]\n",
       "};\n",
       "myChart_a89fcc518b044fc8b72cfaf4cf580a6d.setOption(option_a89fcc518b044fc8b72cfaf4cf580a6d);\n",
       "\n",
       "    });\n",
       "</script>\n"
      ],
      "text/plain": [
       "<pyecharts.charts.wordcloud.WordCloud at 0x29aef33f198>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import WordCloud\n",
    "\n",
    "wordcloud = WordCloud(width=800, height=620)\n",
    "wordcloud.add(\"\", label[2:], attr[2:], word_size_range=[20, 100])\n",
    "wordcloud"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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